{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `theme_xkcd()`\n",
    "ggplot comes with a `theme_xkcd()` function "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YSCSChoYGcBzX662hoeEEXjaRCh0jTcjg9ZUXWT01FBhA0dm8eTN+9KMfYePG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\nhooOIYSQkqGiQwghpGT+D3jvBzqxY6maAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fe6c490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284427705)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg')) + geom_point() + theme_xkcd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JETosQlo8ylv8Em0vPp/PR2/0WVBRIkRcKG/xS7QtKOoNQwhpaihv8Uu0BQoAJBJRh0cI\nIXVQ3uKPaPckTY1OCGlqKG/xS7QFihBCSMsm2gLFMAxisZjQYRBCSL1R3uJXSnrx+Xw+nDx5Em3a\ntEm4gOjz+bBx40a0b98eHTt2TFhGIpEI9kavW7cOP/zwA3JycjBlyhTIZLW7qaSkBOvWrYPRaMTU\nqVNpQEhCSAIh81ZzlPQCtXr1atxwww1o1aoVqqqq8OWXX6KgoAB79uzB2LFj0alTJ+zfvx8zZ87E\nPffcwy0n1Bv9+BNP4Kn5z0CqsYCJ+LB02TKsW7sWq1atwjVTpkJhSAcTC6P4uefx047tVKQIIRwq\nUPxK+im+du3a4YcffsC2bdvw0EMPYfHi2hEP7r33XhQVFWHVqlX48ccf8eyzz6K6uppbTiaTIRKJ\nJDu8BIFAAHPnzoXhvAtgzO4AfU4X7PhpFzZu3Ijb/3UHdNn5MGTlQd/qfDi8Ibz99tspjY8QIm5C\n5K3mLOkFKj8/H2azGZ9++ikWL16Mrl27IhQKYdu2bZg8eTKA2sm9unfvjp9++olbTog32uv1QiKR\nQCpXAgAYRgK5Wouamhq4XE7IlH+MscVK5KipqUlpfIQQcaMCxa+UXINas2YNHnjgAUSjUQwdOhR2\nux0WiwVSqZR7jl6vh9/v/yMwAd5oi8WCvLyOOFV+BBprKwQ8NQi6a9CvXz9ceuk/sHb9Zmhs7RAJ\n+RFyV2LkyJEpjY8QIm4rV64UOoRmJSW9+CZMmID9+/dj3LhxuP/++2E2m1FVVZVwz0BZWRkyMjK4\nn+VyOcLhMIqKisAwzBkfRUVFvMXJMAzWrV2DLh1aoebwdpikfqxdsxrZ2dl4879vYMTQgXAd/QkS\n90m89eZ/0bdvX95emxDSdKQyL7VkSW9Bffnll7j44ouhVCoxfPhwLFiwACqVCm3atMG2bdvQu3dv\nlJeX48CBAwlTRqhUKgQCgWSHV0dWVhY2bvimzu+1Wi3ef+/dlMdDCCEtVUp68T3//PMYPHgwFi9e\njGeeeQYA8OCDD2Ly5MmYMGECVqxYgZtvvjlhkEWlUolgMJjs8AghhIgUwyZ5bI5YLIZPPvkEhw8f\nxrBhw1BYWMj9bc+ePfjqq69QWFiIgQMHJix366234v3334fdbk9meIQQwhvKW/xKegtKIpHgyiuv\n/Mu/de7cGZ07d/7Lv2k0moROE4QQInaUt/gl2qGO4m803fRGCGkqKG/xS9QFCoAgHSUIIeRcUN7i\nl2gLlF6vBwC43W6BIyGEkPqhvMUv0RYonU4HAPB4PAJHQggh9UN5i1+iLVAqlQoA6IIjIaTJoLzF\nL9EWqPg9UfRGE0KaCspb/KICRQghPKG8xS/RFiitVgugdoRxQghpCihv8Uu0BSo+ESD1hiGENBWU\nt/gl2gJFRyKEkKaG8ha/RFug4t01m+sbvX37dlx2+WgMHjIUCxcuRJKHRCSEpEBzz1uplpIJC8+F\nyWSCRCJBRUWF0KHwbs+ePRgydCgUptaQypW465774PF4cMcddwgdGiGkEZpz3hKCaFtQMpkMaWlp\nzfKNfnvxYsj0Nuht50FjzoAmowOef+FFocMihDRSc85bQhBtgQJqm8vN8WKjhGGA087osWDBMIxw\nARFCeNNc85YQRF2gtFptszyXO336dEQ8lXBVHIO3uhS+8oO4a/ZsocMihPCgueYtIYi+QPl8PqHD\n4F1BQQG+3bwJQ3p1RvcOmXjlxedx2223Ch0WIYQHzTVvCUG0nSSA2pGBm2tTuVu3bljx8UdCh0EI\n4VlzzlvnoqSkBCUlJbjpppsavKyoW1BGoxFOp1PoMAghpN4obyWqqKjAyZMnz2lZUbegDAYDvdGn\n2bBhA3bt2oW8vDyMGjWKOlYQIkItLW+dOHECzz77LPLy8tCrVy/o9XoUFBTA4/FgzZo1kMvlkMnO\nrdSIugVlNpvhcDiEDkMUiormYsy4K/Do/Bcx+ZppmDlrltAhEUL+QkvKW7FYDNOmTcP48eOh0WgQ\nCoUwY8YMxGIxvPTSSzh8+DCi0WjzLFA6nQ4+nw+xWEzoUARVWVmJ/zz1FIy53aDN7ABDbje89/5y\n7N27V+jQCCF/0pLyVklJCbp3747Bgwfjuuuuw8CBA5GTk4OPP/4YS5YswaxZsxAMBqFUKs9p/aIu\nUPHJvwKBgMCRCMtut0OlVkMqr32TJVIZ1Fo9KisrBY6MEPJnLS1vBYNBAMCxY8cQDAYxd+5czJw5\nE2PHjoXRaITP5zvnApWSa1BerxcbNmxAeno6evXqBYZhcOjQIezduxfRaBTRaBQsy+KKK66ARPJH\nzTx9XCuNRpOKUEWpbdu2UCuV8NhPQmvOgt9ZiXDAh65duwodGiHkT1pS3urVqxc+/PBDDBgwAFar\nFYsXL0bHjh3RunVr/Otf/wIAWK1WZGRknNP6k16gfv75Z1xxxRUoLCzEnj17MGrUKBQXF2P16tV4\n/vnnMWDAADAMg9atW2P8+PEJy1qtVgC1p7jS09OTHapoKZVKrF//NcaNvwIHd36NVq1zsHLNalgs\nFqFDI4T8SUvKWwzD4Omnn0743ZYtW3DBBRcgOzsbADBu3LhzXn/SC1RpaSneeecd9OvXD7/++iv+\n8Y9/oLi4GCzL4p///CemT5+OQCCALl26QCqVJiwbf6NramqSHaboFRQU4Ld9v4JlaVgkQsSspeet\nL7/8Etdddx0v60p6gbr00ksBANFoFMXFxRg0aBCA2sL1+uuvY/Xq1VAqlUhPT8fKlSsTkm+8qezx\neJIdZpNBxYkQcWvpeWvevHkJl2oaIyWdJE6ePInhw4fj1KlTePHF2lG7A4EArr32Wvz000/YunUr\nKioqsGPHjoTl9Ho9WJbFyJEjUxEmIYQ0Wv/+/QG03Fl1+SpOQAoK1KlTp9C/f39MmjQJq1atgtFo\nBAA8++yzeO6558AwDBiGQbt27VBWVpawrMViQVFREfecv3oUFRUlexMIISTB2fISAFRVVQkcZdOX\n9AL11ltvYdKkSZg5c2bC6akDBw5wAyp6PB589913KCgoSFi2uV9gJPUXjUaxc+dObN++HeFwWOhw\nCDkrug2k8ZJeoKqqqvD++++jbdu2sNlsuOSSSwAAH3zwAYYNG4aHHnoIffv2xZVXXol27dolLKtQ\nKJIdHmkCfD4fLho0GIOGDMMlI0bhgm7d6eiUiJpcLkd1dbXQYTR5DMuy7Nmfdu68Xi9OnToFq9UK\njUaDmpoaZGVlAQA2bdqE7du3o3fv3ujfv/9fdgDIysrC5Zdfjv/+97/JDJOI2IMPPYTXFi6FvlVt\nC9tTdhCXDhuAZUuXCBwZIX+N8hY/kt6LT6vVIi8vj/s5XpwAYNCgQVyvvjNRKBQIhUJJi4+I365d\nuyFRm7gDGLnOgl/27BE4KkLOjPIWP0Q91BFQO2xISxkyhPy1wgt7IOZ3gGVjYFkWYY8dPbp1Ezos\nQs4olXnL6fYgEAgKOvZfOBzGPffcU6ejm91ux0MPPYR7770XpaWlDV6vqKfbAKhAEeCBBx7A5m+/\nxbaSHyFhJGjTJhfFxc8KHRYhZ5TKvDXw8mlwe2s7nCnkcqhUSljNRmg1ahj0OmhUSqhUKuh1Ghj0\nOhh0Wuh1GphNRui0GqhVSshlMkilUshkEkilUuS3b9Og7uKPP/44li5dimuuuQaZmZkAAJZlMX78\neNx8883Q6XSYNGkSNmzY0KB7OUVfoKipTFQqFb7+6ivs378f0WgU+fn5dUYdIURMUpm3gqE/erWG\nwmGEwmG43I27Sfi3LZ9DWc9OaiUlJdi6dSvGjh2b8PudO3eiXbt2mDx5MgBg4cKFOHLkSJ3OcH9H\n9Kf4ZDIZIpGI0GEQgTEMg/z8fJx//vlUnIjopSpvxWIxhJJw24Wsnt8xj8eDW265BQsWLKjTMjpx\n4gTat2/P/Wy1Whs8kWODW1AbN27kkoXNZkv60DtSqRTRaDSpr0EIIXxKVd4KhZJzT2B9T++tXLkS\ngUAAkydPxpEjR7Br1y5s2LABSqUSVqsV5eXl3HNPnTrFnf6rrwYVqDVr1nBj6wG1zViLxQKLxQKr\n1YpOnTphypQpZ+2Z1xBSqbRFTPxFCGk+UpW3guEw9DotgqEQb8VKJpXWu+ExefJk7hTerFmzcNNN\nN3FzPxUWFuKmm25CaWkpysrK4HQ6E3px1yuWhjy5uLgYjz76KKZOnYrDhw9j8+bNePbZZ9GvXz/0\n7dsXGzduxODBg/HGG2/gxhtvbFAghH+hUKhZ3OwcCoUgl8tpoFxC/sSo12H3ho8B/O90XygMj8+P\n6hoHfP4gXB4P/IEg/P4A3F4fXC4P3F4fnC43ahwueP1+BAJBRP43L18kEoNEcm7fs27dusFsNiMc\nDmPEiBH45ptvsGDBAkyaNAlarRavv/56w1fKNkC/fv3YDz74IOF3u3btYjUaDbt3716WZVn23//+\nN9umTZuGrPZvDRw4kB0yZAhv62sJvvnmGzYt3cZKJBK2Tdt27O7du4UO6ZwcOHCA7VRwPiuRSFiT\n2cyuWrVK6JAIqZeWnre8Xi8v62lQJ4n+/fvjww8/TPhd165d0bZtW+z5342TkydPxtGjR3nrwRKN\nRumieAOUl5djzNixkJhy0Lr7JXCzGlwyfESTG7+OZVmMHDkKld4YWne/BEpbHiZOqj3PTYjYtfS8\nxddMwg0qULNmzcKqVaswbdo0rF+/Hj///DOeeeYZHDx4ED179gRQO7QRUJtg+NDS3+iG2rVrF1Ra\nI9SGNDAMA521Ffz+AI4fPy50aA1SXV2Nk6dOQpeeC4ZhoNKZoTVasW3bNqFDI+SsKG/xo0HXoPLy\n8rB27Vrcf//9uPjiiwEARqMRCxcuRJs2bQAAv//+O/Ly8rgLZY0Vi8V4nV+kucvMzITf44IqGoFE\nKkMk5Ecw6EdaWprQoTWIwWAAAIQDXshVWsRiUQR97gb3AiJECJS3+NHgbuYXXXQRvvvuO5SXl8Pj\n8eC8886DXC7n/n7FFVdwI5bzIRwOJ6yf/L2uXbvimmuuxnvLP4BSa4TfZcdjjz3GzcPVVMjlcrz8\n0su48667oDGkIex3Y+SI4bjooouEDo2Qs6K8xY8GFSiWZfHJJ5/gww8/xNGjR6FWqzFw4EDcdddd\nMJlMAGoTi9Vq5S1AeqMb7tUFr+Cqf07AoUOH0K1bN/Tu3VvokM7JjBk3oGfPQpSUlKB169YYOXIk\n9eQjTQLlLX40qEAtWLAAt912G4YPH46+ffvC7/fj1VdfxUcffYSdO3cm5Q2JRCL0RjcQwzAYNmwY\nhg0bJnQojda9e3d0795d6DAIaRDKW/xoUIF6/fXXcd111+Gtt97ifnfHHXfg/PPPx6pVqzB+/Hje\nA/T7/VCpVLyvlxBCkoXyFj8adBUvIyMDHk/iIISdOnWCUqk8p6HU68Pv90OtVidl3S3Zrl27cPno\n0Rgw8CI8/8ILje516ff7UVFRwVvvzTOJRqMoKytrct3mSctCeYsf9S5QLMviyiuvxMcff4ylS5di\n48aNWLt2LRYvXoxgMIiqqiqsXbsW69atw7fffstbomouoyGIycGDBzHwokH4fuchHCjzomje4yia\nO/ec1/f000/DZDKjTdu2yO9UkLQu7T/88AMys1ujQ8cCWKzpWLlyZVJeh5DGSmXecnn8CARDgg4J\nt23bNnz66ad1fl9VVYUHHngAd9999zk1Yuo95fuWLVswYMCAeq1UIpHg+PHjaNWqVYMDOh3LspDL\n5bjvvvvw+OOPN2pd5A9PPPEEnnn5TRiyOwIAwn4PQpUHUFlRfpYl69q4cSNGjxkHQ+4FkMpV8FYe\nQ9tMI7b9+AOvMQcCAbTKyYW58J8wte0Ob/lh/P71q/jt1z3Izs7m9bUIaYxU563ekx6Ex1c795Rc\nJoVaqYDZqINWrYReq4ZGpYBKKYdOrYJBp4ZOo4Zeq4LZoIVWo4JaKYdMKoVUKqn9VyJBXm5mvbvJ\n79mzBzfccANWrFiR8F1kWRaDBw/GLbfcAp1Oh/nz53ODjddXva9B9evXDzt27EAoFILZbIZer4dK\npUq4GY1lWcRiMUilUu4+lsbw+/2IRqPQ6/WNXhf5w58/eCzYv/zQsCyL9957D9tKtiOvQ3vceOON\ndS78btsyxI4tAAAgAElEQVS2DXK9FTJF7ekMjbU1du7cDAD47bffsGTJUgDAtGlTkZ+ff84xnzhx\nAjFIYWpb22FCm9EO+vQc7NlDBYqIS6rz1unzQYUjUYQjfri8/kat8+eP50NRzwI1b948zJ8/v05u\n2LlzJ9q3b49JkyYBAN58800cPnw4YQqOs6l3gWIYBj169Ej4ndPpxJEjR3DixAlkZ2fjwgsvrPcL\n14fL5QIAXood+cPkyZPxn/88BVf5EUjlKoQcJ/HAv++p87zb/3Un3luxCuqc7gh/9hU+/uRz/N/a\nLxMK3HnnnYdY0AM2FgMjkSDgrkZmZhZ27tyJiwYPha5dHwDAS68swOaN36DbOU7VnpGRgaDPjYCj\nDCpTJsJ+N9xVJ5GTk3NuO4GQJEll3orFYghH+J/WQ1rP4nT48GGsXr0akUgE+/fvx3333YcpU6YA\nqD2oPH1yQqvVyu2b+mpQJ4l9+/Zh+vTp6N27N9LS0mAymdC9e3eMHj0aL7zwQoNeuD4cDgcAcPdY\nEX7k5ubixx9/wKhBvVCY3wrPPTMf9913X8Jzqqur8ebCN5Ez8g5k9rgUrS+5BT/t3osffkg8dTdh\nwgQM7NcHzqM74Cvdh0DlIbyzbCnmPvo4TF1GILvPlcjucyVMXUZg7qPnfrrDYDDgxRefx7HVxSjb\n8AaOfP4EZt9xOzp16nTO6yQkGVKZt0Lh5EyKWN8RzY8dO4abb74ZH3/8MdavX4+3336b+9uf54M6\nefJkcueDmjBhAioqKjBlyhTMnDkTOTk5yM7ORuvWrWE2mxv0wvURn32xqY2C0BR07NgR776z7Ix/\n93q9kCtUkP7v1B0jkUKpNdbpxSmRSPD5Z59i8+bNsNvt6NOnD7Kzs1H06BOQa9pwz5NrzHC6jjYq\n5hk33ICLBg7EL7/8gvbt29P9UUSUUpm3QuEo9FoVgqEIb8VKJpXU+zpRmzZt8PPPP4NlWRw/fjxh\nvqeePXvi5ptvxqlTp1BWVgaXy5Xc+aCcTieuv/56/Oc//2nQi5w6dQqff/450tPTMWbMGO5c5bFj\nx7Bo0SJkZGTguuuuq3PfQLw5SAUq9Vq1aoXc3PNQXvIJTB0HwnNyLyKeKvTq1avOcxmGqTNJ5dUT\nJ+Deh+ZCoa8dVaR65yo8+ERRo+PKz89v1LUsQpItlXnLoFPjh/eeABCf/j0Crz+IapcX/kAQbm8A\n/mAI/kAIXl8ATo8fXn8ATo8PDpcXvkAI/mAI0WgM0WgMkWjD5oNq27Yt+vXrh+HDh0OhUOCVV16p\nMx/UNddcA41Gk/z5oObPn89qtVr24MGDrM/nY48cOcJu3ryZ/eCDD9iVK1f+5TLr169nc3Jy2Nmz\nZ7NDhgxhp02bxrIsy+7YsYPNzMxki4qK2OnTp7MDBw5kY7FYwrKffPIJC4DdsWNHQ8IkPCktLWVH\n/uNy1pbZiu3TbyA351d9xGIxtrj4OTanTXs2p017trj4uTrvLyHNEeUt/uaDalALym63w+v1okOH\nDnX+lp2djWPHjkEmS1ylWq3G119/jby8POzduxeXX345gNqeH8899xzXw2PgwIH49ttvEwYDtdvt\nAJCU04fk7DIzM7Hmi3O714hhGMyefSdmz76T56gIETfKW/zNB1XvAsWyLJ577jmMGzcO1113HfR6\nPdLS0pCZmQmLxXLGuU/69u0LAPD5fHjwwQcxevRoAMD333+P999/n3teYWEhdu/enVCgKioqANT2\n4CKEkKaA8hZ/6t2Lj2EY3Hzzzdi0aRNyc3MxdOhQdO3aFenp6WedmGv37t3o3bs3MjMzMX/+fAC1\nBev0O61lMlmd9TgcDrAsS0OGiFxlZSU2bNiA/fv3Cx0KIYJ74IEHoFQqKW/xoN4FKhgMYtSoUeje\nvTsGDRqEl156CStXrsS3336LlStXnnEYi4MHD2LkyJF4+umn8dprr3ETGf65C+KRI0fq9PBwuVwo\nKioCwzBnfBQVFZ3DZhO+fP311+jQsRMmX38rLuzVFw88+LDQIRGSdGfLSzSbLj/qfYrvu+++w9ix\nYxEKhQAAs2fPRjRae4OYVCrF66+/jhtuuKHOckuWLMFNN92EUaNGIRgMQqFQgGEYDB8+HEuWLMG/\n//1vHDlyBFu2bMHixYsTlq2qqqJmsoixLIsJ/5yIzIuug75VJ0QCHix4/UmMGzsaffr0ETo8QgRD\nrSd+1LsFNWzYMFRXV6O8vBzBYBCRSAQejwfHjx+H3W7/y+IE1A6a+Mwzz8BsNiMnJ4cbjeLhhx/G\ne++9h379+mHAgAF4+OGH6wwNUl1d3YhNI8nmcrng8/mgb1V7s6xMpYM+qz0OHDggcGR1hUIhuN3u\npK2fZVk4nU7uoI20bFSg+FHvwWLPFcuyCAaD3D1Op880GQ6HsXPnTuTk5PxlS6lv374wGAxYt25d\nMkMk54hlWWS1yoG262iY2xUi6Lbj2BdPY/OGr895SKNkKJo7D088UXuvSM9efbDq809gsVh4W/+B\nAwdw6ejx+P34UUgkErzx+quYcs01vK2fNC2Ut/jToG7m54JhmIQbcE8fUFAul6Nnz55nXNbj8dBA\noCLGMAxWfvYJLr1sNGp2roTf7cCTTzwhquL06aef4oUF/0XBxMcgUxtwdOtyXD9jJj5d8RFvr3H5\nuCshv3AqBt87C+6Te3HL7ePQo3t3dO7cmbfXIE0H5S3+JL1ANYbdbuf1SJfwr1evXjhx7AiOHj0K\nm80Gq9UqdEgJvv32O2ja9IRcWzsumrXzxfj+mwW8rd/r9eLwwf0YOnsmAEDf6nykdx6KkpISKlAt\nVKrzltsXhFwmhUImbdAoEHwpKyvDokWL0Lp1a0ydOjXhb5WVlXj22WcRCoVwzz33NLhwi7pAORwO\nKlBNgFqtRkFBgdBh/KXc3PMQXPF/YNkYGEYCT/mhBo8H9nc0Gg1Uag3cx3bC0KY7oiE/nMd3olWr\nG3l7DdK0pDpvXf7Q+/AGaqfckMskUMllMOtV0Cjl0GuUUClkUClk0Klrf9apFNCpFTDplNCqFFAp\nZJBJJZBKGcgkEkglDNpnW+pd7CZNmoT7778fa9euBcMw3Gjm7P8mub3tttug0+kwadKk5M0HlWrh\ncBiBQIDmgiKN0rVrVzhLD2LfJ09BoTPD/fse9LnySt7WzzAMFr/1JqbPuAppnQbAdWIPRg4dgIsv\nvpi31yBNhxB5K3TadBvhSAzhSAhuf6hR69zy4nVQSM7eVT4Wi6G8vBwXXnghduzYgbKyMu5vP//8\nM9q3b4+rrroKAPDGG28kbz6oVKORzAkf1qxdh9xLboGhXU9Eg14ojRnY9N5tvL7GFVdcga5du6Kk\npATZ2dkYNGhQg44SSfOR6rwVi7EIR/if6l0qrd/nVyKR4KKLLkKPHj3g8/nw7bffcn/7/fffGz0f\nlGgLlNfrBQBotVqBIyFNmUGvQ8T9G9IvGAGWZVG5cw20Oh3vr5OXl4e8vDze10uallTnrVASJisE\nAEk9D7BOnTqFAwcO4PDhw9i+fTvuuOMOfPXVVwCAtLS0Rs8H1aAJC1MpEAgAQJ0pOAhpiBkzZiB4\naCN+eu4KrL+1FXYumAq3oxq//vqr0KGRZijVeSsciUKnVkAh42/kCqmEqfcZgHiHEIVCgVatWsHn\n83F/KywsxKZNm3Dy5Els374dbrc7ufNBpRIVKMIHm82Gz1d8iIGDhqDN0OthOK8rqvd/h5GXXoaj\nhw8mTF9PSGOlOm/pNUpsKJ4GoPZ0XygShS8QRo0nAH8oDI8vhEAoAn8oAq8/BJcvBG+g9l+HJwB/\nMIxAKIJojEU0FkMkyqIhHQG7dOmCjh07YsSIEZDL5Xj++ecRDocxfPhwbNiwAa+99hqmTJkCrVZ7\nTvNBibZA0TUowgeWZfFI0VxEImEc37wMco0RHS69HQe3f4aqqirYbDahQyTNiJB5SyJhuB57FkNq\nRrJgGAZPPvlknd+vWbMGANC/f398880357x+0RYoh8MBADCZTAJHQpqy5cuXY+v2X9B16jOQKtQ4\n9eMnOLL+LcSiEfpsEd5R3qrFVwtStOc3qJME4UNJyXZocntAptSAYRikFVwEX8URvLrglYTpXgjh\nA+Utfom2QMWbyi39SIQ0Tl5eB4QrD4GNRgAArhN7cH7n8zF9+vQGrcdut2PUZWOh1RuR07YDvvzy\nyyRES5o6ylv8Eu0pvvjI03SjLmmM66+/Hh998hm2f/Y4lDoTIt4qrPlmfYPXM2HSFBxjW6PPYz/D\n/fsvmHjNtfhxyybRjqBBhEF5i1+iLVAulwsSiYS3ue1JyySXy7H2y1X48ccf4fF40LNnzwYf3cZi\nMWze8BWGvHQCUrkKlk4Xwdb9H9iwYQMVKJKA8ha/RFugqqurYTKZqBswaTSJRIK+ffs2anmtzghf\n2UHoc7qAjcUQqDgEi+UfPEZJmgPKW/wSbYHy+Xx0FEJE44Xnn8Udd/8TaT2vRKB0D1qbJBg/frzQ\nYRGRobzFL9EWqNMnNiREaNOvvRb5HTti06ZNsNkKcfXVV/PSC/Do0aOoqqpCp06doEvCEEwktShv\n8YsKFCH11K9fP/Tr14+39c2+5994c+EiaC1ZiHqr8dXaL0Q12SNpOMpb/BJtgYpEIpDJRBseIY2y\nbt06LF3+KXrN3Qa51oRTW97HPydPwf69u4UOjTQC5S1+ifZKHh2JkObs119/halgCDfTb0avcTh8\nYB9YlhU4MtIYlLf4JdoCFQqF6E5/AgA4ceIElixZghUrVnCDcTZ1BQUFqPn1G4S9tUPjVJR8inZ5\nnWgeqSaO8ha/RNsWpaYyAYBt27Zh+KjLYO40CEFHKdIf/w+2bPqmyQ8lM2LECEybOB5vzulVew3K\nV42v1nwhdFikkShv8YthRXpOYejQoYhEIti8ebPQoRAB9ejdH5ELrkV2v4lgWRb7/jsdd1w1CHff\nfXej1nvy5El89NFHYFkWV155JXJycniKuGGOHTuGqqoq5OfnUy++ZoDyFr9SVuqDwSDmzp2LW2+9\nFa1atcJnn32GrVu3IhKJIBaLQaVS4fHHH+eez7Is3exGUF5WhnZjCwHUDu2vat0dJ06eatQ6Dxw4\ngL4DBsFQcAnAMJj3+H/w/bcbkZ+fz0fIDZKbm4vc3NyUvy5JDspb/EpJgQoGgxg6dCi2bt2KadNq\nJ9f66aefsHv3bowePRoSieQvp8um8/HkoosG4oe1zyHvmucRclXA/sO7GDrtmQat4/vvv8dHH6+A\nVqvBrJkz8cjcx5B20Qy0+UdtK+zomhfw0Jx5+Oj9d+q9ztWrV2PNuv9DRnoabr31Vpq3jHAob/En\nJaVeJpNh3rx56NKlC6LRKADA4/Fw95SwLIsePXrUWU6kZx9JCr2x4CXkaZzYcHtrbH2kF+6+9QaM\nHTu23st/8cUXGHnZWHx+SIllW8rQvbA3Tpw8BXXGHwdEqvS2OHDgIDZs2AC/33/Wdb78ygJcff3N\nWH3CgNe/3IXC3v25QUIJobzFn5RegzrvvPPw/fffo1WrVrjmmmvwySef4KabboLL5cLevXvx3Xff\ncUcfQ4YMQSwWw6ZNm1IVHhGxYDAIuVze4NMnF1zYB7KBs5HebRQA4MDyB9CBOYKdh8rR8Ya3EAl6\nsePZsdCYbVCptdAyAWzZtP5vZ9o1WW3ofOfn0GV3AgD8+urVKLplAq6//vpz30BCSB0pPVlaXV3N\nffHz8vLw6aefori4GG+++Sa8Xi8OHDjAPVcqlSIajaKoqAgMw5zxUVRUlMpNIAJRKpXndG7f6/NC\nacrifpYZMpHXMR83Xj0Gu58ZiZ+evgy2biPQ65Et6Hrv/wFth+Lufz/wt+sM/GmdcmMmN1EdSS6W\nZbFhwwYsWbIEv/zyi2BxUF5KjZQVqFgsBgDcTWxFRUUYMWIE93eNRoNgMMj9LJPJuNOBhJyriROu\nwNEP74f7xC+w7/kG5Rtew1UTrsBj8+bCYa/A0GEXw9JlBJdYTAXDsP/g4b9d55hx43Fw2b/gOfUb\nyko+Q+VPKzFy5MgUbVHLxbIsZsy6BVdOmYGiN1ah/6BhWLTobaHDIkmUsgIlkUggkUi4QvXee++h\nqqoKQO1F7OPHj6Njx47c8xUKRULBIuRcPDp3DqZfcQlOLpsBz//Nw8LXXsLgwYO5v/fp1QP2bcsR\nCwcRi0ZQufVd9O5Z93ro6d5e+AaGd8vG8bemANtexRefrUj47JLk+OGHH/DJyjXo/sAG5F33Bi64\naxVuue12yhPNWEquQXm9XhQWFqK8vBw2mw379u3Dq6++imeeeQY5OTk4ePAg3njjDVx22WXcMldd\ndRV27dqFffv2JTs80oKFQiH0HTgYu3fvBhgJ2rVtg+0/bKF7kkRoxYoVuPs/C9Fx1h+9Lb+7uwMO\n/bYHGRkZAkb2B8pb/EpJN3OtVlvnDbvlllswYcIEHDlyBBdccAHUanWdZei8Pkm21atX49DR31Ew\n9QUwEilOrHwMH3zwIa6//jqhQyN/cuGFF8J+YBYch0tgbFuIk5uXwGI2Iz09XejQOJS3+CXomBw2\nm+2MvaU0Gk29uvwS0hgLl7yLnMsfRFafKwEAErkCby19mwqUCLVp0wbLFi/ElGsnIuD3oVVOLtZ+\n+bmoboylvMUv0Q4aJZfLEQqFhA6DNHMatQoRbw33c9jrgFqtEjAi8nfGjBkDZ3UVPB4P9Hq90OHU\nQXmLX6ItUAqFgt5oknT33X0nBl88ApGgBxKpHKXrF2DBZx8LHRb5GwzDiLI4AZS3+CaetvGfxN9o\nuiubJFOPHj3w3cb1GJnjxbAMO9av+xKDBg0SOizSRFHe4pdoW1BKpRIsyyISidAEYCSpunbtilde\neuGcl4/FYlixYgV+//139OnTh9dp4UnTQnmLX6JtQcWb8C6XS+BICDmzWCyGsVdehdsefBIvfbEX\nl46ZgFcWvCp0WEQglLf4JdoCZbVaAQA1NTVneSYhwvnmm2+w9ae96Hr3anSYNB9d7/4Cd999D8Lh\nsNChEQFQ3uKXaAuU2WwGUDt+HyFiVVVVBV1mB0hktdN8q9NyAYmE7oVpoShv8Uu0BSo+v47T6RQ4\nEkLOrG/fvrDv/x72Pd8gGvTh2BfPoH2HPJofqoWivMUv0RYorVYLAHQkSkQtNzcXn3z4Pko/vhsb\n72wLY/lmrFn1GU1a10JR3uKXaHvx0ZEIaSouvvhinDz29yOgk5aB8ha/RNuCil9sjI94TgghYkd5\ni1+iLVBGoxEqlQqlpaVCh0IIIfVCeYtfoi1QDMMgKysLZWVlQodCCCH1QnmLX6ItUEBtl02HwyF0\nGIQQUm+Ut/gj6gJlMBjoYiMhpEmhvMUf0Rcot9stdBiEEFJvlLf4I+oCZbVaUVFRIXQYhBBSb5S3\n+CPqApWZmYmKigoaup4Q0mRQ3uKPqAtURkYGotEo7Ha70KEQQki9UN7ij+gLFABUVlYKHAkhhNQP\n5S3+iLpA6XQ6AIDH4xE4EkIIqR/KW/wRdYEyGAwAaPIvQkjTQXmLPykrUA6HA1OnTsXRo0cBACzL\nYunSpRg2bBhmzpyJU6dO1VmG3mhCWqZTp05h0LAR0OgMaNexAJs2bTrjcxcufAu2rBzojRZMufZ6\n+P3+FEZaF+Ut/qSkQPn9fvTt2xcffvghAoEAAOC1117Dyy+/jEceeQT5+fkYM2ZMnV4vGo0GAA1d\nT0hL848x41Gq7Yq+j++EceQjGD1uAk6cOFHneV9//TXufuARtL9xGQrnbMXGvRW4/c67BYj4D5S3\n+JOSAqVSqfDpp58iLy8PsVgMAFBcXIx3330XQ4YMwd133w2WZbFjx46E5eJHInTTGyEth9PpxL69\ne9B27MOQ68ywdb8Ulo59sWXLljrPXb1mLdIHTIchtxuURhtyx83Bl6vXCBD1Hyhv8Scl80ExDINO\nnTqhpqYGZrMZHo8Hfr8f7du3557TsWNHHD58GIWFhdzv9Ho93UtASAuj0WjAsjEEqk9AbT0PsWgE\nvsqjsFgsdZ5rtZgRqtrF/ewtOwDzXzwvlTIzMwFQgeJDSjtJ1NTUID09HSzLci2puEgkwh15xKnV\nahQVFYFhmDM+ioqKUrgFhJBkk8vlePKJJ7C7eDQOffT/8MvzY3BBx/MwbNiwOs+96aabICndgV/f\nuBYHP3gAh5bdgReffSrpMZ4tLwGAz+dLehzNXcpm1I3FYmAYBjKZDDqdDpFIBA6HAyaTCQCwZ88e\n5ObmJiwjkYi6kyEhJEnumn0nLuzRHVu3bkXr1n0wadIkSKXSOs8zm834efuPePfdd+HxeHDps9+g\nS5cuAkScSCqV0jUoHqSsQHk8HjAMg7KyMmRmZmL06NF46qmn8Oijj2Lp0qWQyWTIz89PVTiEEJEb\nMmQIhgwZctbnGY1G3HzzzckPqAHkcrngvQmbA4ZNwUUer9eLoUOHIhAIwGg0YtOmTbDb7bjpppuw\nZs0adO7cGa+99hp69OhRZ9nc3FwMHToUb7/9drLDJIQQXlDe4kdKWlBarRY//vhjwu/S0tLw0Ucf\ngWVZ7pztmZalO7IJIU0J5S1+CH6R5++KE1DbVA6HwymKhhBCGo/yFj8EL1Bno1AoEAqFhA6DEELq\njfIWP0RfoOhIhBDS1FDe4ofoC5RUKkU0GhU6DEIIqTfKW/wQfYGSSCQ0mgQhpEmhvMUP0Reo+A2+\nhBDSVFDe4ofoC1Q0Gv3LO8gJIUSsKG/xQ/QFKhKJQCZL2YAXhBDSaJS3+CH6AhUMBqFUKoUOgxBC\n6o3yFj9EX6ACgQBUKpXQYRBCSL1R3uKH6AuUz+fjZqgkhJCmgPIWP6hAEUIIzyhv8UP0BSoUCkGh\nUAgdBiGE1BvlLX6IvkDRxUZCSFNDeYsfoi5QkUgE4XCYmsqEkCaD8hZ/RF2g4lMma7VagSMhhJD6\nobzFH1EXqOrqagCA2WwWOBJCCKkfylv8aRIFKi0tTeBICCGkfihv8UfUBcrlcgEADAaDwJEQQkj9\nUN7ij6gLlNPpBAAYjUaBIyGEkPqhvMUfhhXxpCVFRUV/+f/mqqVtL9DytrmlbS/Q8ra5pW1vMom6\nQJ0+n4qIw+RNS9teoOVtc0vbXqDlbXNL295kEvUpPkIIIS2XYBOWvPDCC/j4448RiUTAsizS0tKw\ncuVKocIhhBAiMoIVKKfTiW7dumHWrFlgGAbZ2dlChUIIIUSEBCtQVVVVCAQCmD9/PiQSCe699166\nsY0QQghHsAJVWlqKkpISPPPMM3C5XLj88svx22+/1RkBuClfZGRZFk6nE3a7HU6nE16vF06nEzU1\nNbDb7XC73QgGgwiFQpg/f37CsqNHj0YoFEIkEkE0Gk34G8MwkEqlkMlkUCgUkMvlkMlkkMvlkMvl\n0Gg0sFgsMBgM0Ov1MBqN0Gq1MJlMMBqNUKlUUKlU0Gq1MBqNkMvlqdwtKROJROBwOODxeOD1euFy\nueD1euH3++H3+xEIBODxeOB2u+Hz+bhHKBRCMBhEIBBAOBxGJBLhHrFYDLFYjPtcxi+Ix/f76ftW\nqVRCLpdDp9PBaDTiX//6V0J8+/fvh81mg9FoTLiw3pS43W5UV1fD6/VyD5/PB7fbDbfbjRkzZiQ8\n//rrr0c4HEYgEEAwGEQ4HEYoFEr4jDMMw322FQoF1Go19Ho99zAYDDAajTAYDDCZTDCZTNz/zWaz\n4J9nlmWb7PspNoL14lu+fDl69eqFdu3aAQD69euHN954A127dv0jOIbBnDlzMHfu3DOuZ+LEiZg1\naxYMBgMsFgssFgu0Wi1kMn5qbywWg9/vh9vthsvlgs/ng8vlgsvlgsfjQXl5OcrLy1FWVga73c79\nraamBqWlpQgEAn+7foZhoFAoEAgEEj7U3bt3h1KphFQqhVQqBcMwYBgGLMsiFoshGo0iEokgFApx\nSTQcDiMcDsPn88HhcCAWi9VrG1UqFUwmE6xWK3Q6HbRaLSwWC9LS0rgvvs1mg9VqhVar5RJEPDGo\n1epz/kKeqcdTKBRCZWUlqqur4Xa74fF4YLfbYbfb4fF4uOJSU1MDl8sFp9MJt9vNJUmPx4Oqqqp6\n7wMAUKvVUKvVUCgUUCqVUKlUXPGPPyQSCfeIi8ViCIfDCYXP5/NxBS4UCnHb91f7SaFQwGazIT09\nHTabDVlZWcjIyEBGRgY0Gg1MJhPS0tJgNpuRlpYGk8kEnU6XEENjsCyLYDAIn8+XUGTiB1elpaUo\nKyvj/i0rK0N1dTX3Xpxt3advc+vWrSGTyaBSqbgCrlAouM94fH/GP9uhUAiBQID7/vn9/rNuj0aj\ngU6ng16v5/ap1WqFxWKBRqNBeno60tLSuM+60WiE2Wzmil199mtRUdHf5qXTt5+cO8FaUBMnTuT+\nz7IsXC4X1Gp1wnN69+591vUsX74cy5cvr/N7uVwOpVIJhUIBjUbDHd0qlUrIZDJIpVJIJBIu2ccT\nSTgc5hJcPMmcjVQqhc1mg81mg16vR1ZWFgoKCpCZmYmsrCykpaVxrRij0QiLxQKz2QyDwQCZTMZ9\nMefMmcOts7H3T8RiMe5I1uFwwOv1wuFwwOl0IhAIIBAIcC26+FFwdXU119rYvXs3qqur4XK5EAwG\nz7r9Wq2WO9pVq9UJLTqJRMIV2viXPxqNIhqNIisriyu2ubm5CIVC8Hg8Z018ALjkbTQaYTQaodfr\nkZGRAa1WC71ez70nWq2W+51Wq+ViVKvVXCJTqVS8Jfw/C4fDcLlcOHToEGbOnMkl3csuuwzl5eWo\nqKhARUUFqqqqUFpail9++QUVFRUIh8NnXCfDMNzBQTzJy+Vy7jMeT/gSiQQMw3Atv1AoBL/fD5/P\nx73Xfr//rIlUIpHAZrMhOzsbWVlZ6Nq1KywWC7Kzs2G1WqHRaLj9rNFouNZ7TU0NHn74YUilUgCN\n/1xHo9GEAxKHwwGHwwGXywWHw4Gamho4HA6uBVdRUYFjx46hpKQEDocDPp/vb9cf369arZbbr/E8\nErp1E54AAAd8SURBVD9YkUqlGDp06N+ux2q14rbbbmvUthIBW1APP/wwxowZg8LCQrz66qt48803\nsX37du6DHHe2I5WZM2di8uTJcLlcqKqqQk1NDXcEGD99Fj91Ez+tED9tFj+6k0qlCV9ynU4HnU4H\ntVrNfeHipxfiLQiDwQCdTof09HRYrdZm3aT3+XyoqKjg9q3T6YTT6eQSQ7yFE09+8ZZD/BE/CIjv\ncwBc0YqfyomfGlMoFNDpdLBYLNyRrl6vh06ng9lsRnp6OrRabVILihjEYjHulGRNTQ3XYomfLo7v\nf7/fn3BwFf+Mx/d1/BEvVkqlMqE4xz/f8c96/Of459xqtXKFvjns71gshqqqKq71d/ppd4fDgerq\nau6ALv75DQQCCWcqYrEYhgwZ8rd5acSIEVi7dm0Kt6x5EqxAbdy4EbfddhuOHDmC/v3746WXXkJ+\nfr4QoRBCCBEhwUeSoAuKhBBC/opg16Di/q447du3DwDQqVOnVIUjqEOHDuHo0aPo27dvi5jszG63\n4+DBgygoKGhRIz/v3bsXLpcLffv2FTqUpNqzZw8qKiq4TiJqtRqDBg0SOKrki0Qi2LhxIy6++GKh\nQ2nyRHtSecWKFSgsLMT69euFDiXpWJbFPffcg1GjRqG4uBgFBQU4efKk0GEl1eeff46uXbtizpw5\n6Ny5M7Zt2yZ0SClRWlqKQYMG4amnnhI6lKQrLi7GnXfeiTfffBMLFy7Ejz/+KHRISReNRjF16lR8\n8MEHQofSLAjegjqTffv2YdiwYS2im2YgEIDBYMCuXbugVqsxfvx4bNy4EVdffbXQoSXNhRdeiJ07\ndyI9PR3vvfce3nnnHfTq1UvosJKKZVnceOONGDVqFDcteHMmkUhw3333oVevXlCr1WjdurXQISXd\nk08+CblcjgULFggdSrMg2hbUgw8+CJvNBo1GI3QoSadWq/HII49ArVZj37592Lx5c7NP1q1bt4ZE\nIsGiRYtQXFyM/v37Cx1S0r311lvw+/2YPn260KGkRGlpKe666y5MnDgRAwcOxKOPPip0SEnldrux\naNEiDB06FEuWLIHdbhc6pCZPtAUKqL1GkZGRIXQYKbN06VIMGzYML7/8MvLy8oQOJ+m2bduG119/\nHRUVFejRo4fQ4STVgQMH8Mgjj2DhwoUtplOQx+PBgw8+iB07dmD37t146aWXznofUlP20UcfobKy\nEt9//z1Wr16NHj16cLPrknPEitjgwYPZrVu3Ch1GSsybN4/t06cPe+jQIaFDSbnHHnuMveKKK4QO\nI6mmTp3KKhQK1mQysSaTiVWpVOzs2bOFDiupwuFwws+dOnVijx8/LlA0yVdUVMQ+/fTT3M9jxoxh\nV61aJWBETZ+oW1ByubzOOHTNUSgUQnFxMb744gtu6Kfm7oMPPoDb7QYA9OrVq15D2DRlS5YsQTAY\nRFVVFd555x0MGzYMTz75pNBhJdXhw4e5a8hHjx5FVVVVs561wGaz4fjx49zP4XC4zug4pGFE20ni\nwQcfxO7du3H77bdj+fLl6NChg9AhJU1NTQ2CwSAuvfRS1NTUQCKR4OWXX8bw4cOFDi1p9u7di/nz\n52PIkCFYsWJFi7moLJVKE8b7a87uvfdeaDQaFBQUYOHChZg7d26dkWKak3HjxmHu3LnIz8+H3W7H\nqVOnMHDgQKHDatIEv1H3TA4dOoSamhoAQLdu3QQfoTjZ9uzZA4VCAb1ej1AoxI0v11yxLItNmzbh\n4P9v745ZGgnCMI4/WImIYMhW1kaJqWwUtFhNldImpaYO+A2ST5Em2MqCooUgWG4jWtm4TLMYDZGk\nkKDRJhgC3hVeFuSOuz0hZi73/7X7FtM9uzsz71uraX19fay6iBhjVKlUVK1Wf7nf9Pr6qru7O6XT\n6RGs7uv0+30dHh6q0Wgol8tpeXl51EsautvbW+3v7yuRSKhQKPxX9/uGwdqAAv5VR0dHyufzen5+\nHuuXDGDYrN6DAmxxfX2tl5cXSe8NR4MgiJ61223d3Nzo8fFRe3t7urq6kiR5nqdqtRr9CQDwd/iC\nAmKYn5/Xzs6OSqWSTk5OtLW1pTAMlUqlVCwWFYahyuWycrlcNKJl0D389PSUtjfAJ/AFBcTgOI5q\ntZokRW1sLi8vJUnn5+daXV2V67rqdrvRmIV6va5ut0s4AZ9EQAExLC4uqtlsqt/v6+zsTHNzczLG\n6OnpScYYbW5uSnpvfjw7OytJvx04CODPCCgghoWFBdXrdfm+r+npae3u7soYo4uLC01NTWltbS2q\nHdx9Gfe7XcCwEVBADJlMRvf39/I8T9vb21paWpIxRr7vK5vNanJyMqodBNRgLwrA51h7URewycrK\nit7e3nRwcKAgCDQzM6NWq6Xj42OVy+UPtYPR6L1ebxRLBcYGAQXEkEwmtbGxoV6vFw3QdF1XQRAo\nn89/qP32Y0r0OLf1Ab4Cx8yBmB4eHjQxMSHHcSRJrVZLnU5HmUzmp9owDMeqOwYwCgQUAMBKHJIA\nAFiJgAIAWImAAgBYiYACAFiJgAIAWImAAgBYiYACAFiJgAIAWImAAgBY6TvV9Ugb9A2jagAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106224990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285286445)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='cyl')) + geom_point() + theme_xkcd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LRFVsjycq5KZmlY7ZbIanoaquEklzYHfFzJnC9RQcWD58ODQNl2EBffAgCYjB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\ncDh+g4sOh8PhcPwGFx0Oh8Ph+I3/B1wm8qmttugkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1102f0610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285348113)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + geom_line(color='red') + theme_xkcd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
